Nokia has to pick their battles, they don't have the financial capacity to simultaneously launch on two ecosystems and support both with sufficient marketing. Especially given the fact that Microsoft matches marketing dollars and subsidized the cost of Windows Phone licenses for a while.

Windows Phone is also a better holistic fit for the design ethos of the Lumia line up in ways that Android cannot begin to rival.